Open-World 3D Scene Understanding with Foundation Models


Enforcing View-Consistency in Class-Agnostic 3D Segmentation Fields
Corentin Dumery,
Aoxiang Fan,
Ren Li,
Nicolas Talabot,
Pascal Fua
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Dumery_2025_CVPR, author = {Dumery, Corentin and Fan, Aoxiang and Li, Ren and Talabot, Nicolas and Fua, Pascal}, title = {Enforcing View-Consistency in Class-Agnostic 3D Segmentation Fields}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5207-5216} }

DCSEG: Decoupled 3D Open-Set Segmentation using Gaussian Splatting
Luis Wiedmann,
Luca Wiehe,
David Rozenberszki
[pdf] [arXiv]
[bibtex]
@InProceedings{Wiedmann_2025_CVPR, author = {Wiedmann, Luis and Wiehe, Luca and Rozenberszki, David}, title = {DCSEG: Decoupled 3D Open-Set Segmentation using Gaussian Splatting}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5217-5226} }

HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering
Alexander M. Rusnak,
Frederic Kaplan
[pdf] [arXiv]
[bibtex]
@InProceedings{Rusnak_2025_CVPR, author = {Rusnak, Alexander M. and Kaplan, Frederic}, title = {HAECcity: Open-Vocabulary Scene Understanding of City-Scale Point Clouds with Superpoint Graph Clustering}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5256-5265} }

Segment Any Primitive: Zero-Shot 3D Primitive Segmentation from Point Cloud
Yushan Bai,
Shaohu Wang,
Rongtao Xu,
Yuchuang Tong,
Chaoran Xu,
Zhengtao Zhang
[pdf]
[bibtex]
@InProceedings{Bai_2025_CVPR, author = {Bai, Yushan and Wang, Shaohu and Xu, Rongtao and Tong, Yuchuang and Xu, Chaoran and Zhang, Zhengtao}, title = {Segment Any Primitive: Zero-Shot 3D Primitive Segmentation from Point Cloud}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5227-5235} }

ForesightNav: Learning Scene Imagination for Efficient Exploration
Hardik Shah,
Jiaxu Xing,
Nico Messikommer,
Boyang Sun,
Marc Pollefeys,
Davide Scaramuzza
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Shah_2025_CVPR, author = {Shah, Hardik and Xing, Jiaxu and Messikommer, Nico and Sun, Boyang and Pollefeys, Marc and Scaramuzza, Davide}, title = {ForesightNav: Learning Scene Imagination for Efficient Exploration}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5236-5245} }

OpenSplat3D: Open-Vocabulary 3D Instance Segmentation using Gaussian Splatting
Jens Piekenbrinck,
Christian Schmidt,
Alexander Hermans,
Narunas Vaskevicius,
Timm Linder,
Bastian Leibe
[pdf]
[bibtex]
@InProceedings{Piekenbrinck_2025_CVPR, author = {Piekenbrinck, Jens and Schmidt, Christian and Hermans, Alexander and Vaskevicius, Narunas and Linder, Timm and Leibe, Bastian}, title = {OpenSplat3D: Open-Vocabulary 3D Instance Segmentation using Gaussian Splatting}, booktitle = {Proceedings of the Computer Vision and Pattern Recognition Conference (CVPR) Workshops}, month = {June}, year = {2025}, pages = {5246-5255} }